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Engineering insights on AI, cloud & software

Practical guides from Automative Tech engineers shipping production systems — AI/ML, cloud architecture, mobile, and product engineering.

22 articles7 topicsWritten by practitioners

Latest articles

22 posts
Abstract neural network visualization for integrating LLMs into production systems
AI & ML

Integrating LLMs Into Production: A Real-World Engineering Guide

Practical strategies for deploying large language models in enterprise environments without sacrificing reliability, latency, or cost — from RAG pipelines to fine-tuning.

Sarah Chen, AI Engineer at Automative Tech
Sarah Chen
8 min
Product team reviewing analytics dashboards during discovery and roadmap planning
Product

The Engineering Firm's Approach to Product Discovery

How we blend technical feasibility with user desirability early in the product lifecycle — before a single line of code is written.

Marcus Chen, Head of Product at Automative Tech
Marcus Chen
6 min
Server racks representing Kubernetes and ECS container orchestration infrastructure
Cloud

Kubernetes vs. ECS: The Pragmatic 2025 Verdict

A breakdown of container orchestration options based on real-world team size, budget, and scale — with actual benchmarks.

David Kim, Cloud Architect at Automative Tech
David Kim
10 min
Abstract blockchain network visualization for secure DeFi protocol architecture
Blockchain

Building a DeFi Protocol from Scratch with Solidity

A hands-on walkthrough of building a secure, auditable lending protocol — covering reentrancy guards, oracle risk, and gas optimisation.

David Kim, Cloud Architect at Automative Tech
David Kim
14 min
Developer optimising API performance with code and metrics on screen
Engineering

How We Reduced a Client's API Latency by 80%

A deep dive into caching strategies, database query optimisation, and edge computing for high-traffic endpoints under real load.

Alex Thompson, Backend Engineer at Automative Tech
Alex Thompson
12 min
Person holding a smartphone displaying a production mobile application interface
Mobile

React Native vs. Flutter in 2025: Our Definitive Answer

After building dozens of apps across both frameworks, here is our verdict — with side-by-side benchmarks and DX comparisons.

Priya Nair, Mobile Lead at Automative Tech
Priya Nair
9 min
Design system component library and color swatches laid out for UI consistency work
Design

Why Design Systems Are an Engineering Problem

Bridging the gap between Figma components and React codebases for true organisational scale. Tokens, theming, and release management.

Sofia Reyes, Design Engineer at Automative Tech
Sofia Reyes
7 min
Network infrastructure cables representing event-driven architecture and messaging systems
Engineering

Event-Driven Architectures That Survive Peak Traffic

How we design pub/sub systems, outbox patterns, and idempotent consumers so message storms do not become outages.

James Okonkwo, Platform Engineer at Automative Tech
James Okonkwo
11 min
Abstract AI circuitry imagery representing retrieval-augmented generation evaluation
AI & ML

The RAG Evaluation Playbook We Actually Use

Golden sets, hybrid retrieval metrics, and regression gates that catch hallucinations before they reach production users.

Aisha Okafor, AI Engineer at Automative Tech
Aisha Okafor
10 min
Organised database storage concept illustrating Postgres schema and query design
Engineering

Zero-Downtime Postgres Migrations in Practice

Expand-contract patterns, lock budgets, and the exact sequencing we use to migrate multi-terabyte tables without freezing writes.

Alex Thompson, Backend Engineer at Automative Tech
Alex Thompson
9 min
Earth from space representing global multi-tenant SaaS cloud architecture
Cloud

Multi-Tenant SaaS Isolation Without the Tax

Shared databases vs. siloed tenants, row-level security, and how we choose isolation models for compliance-heavy clients.

David Kim, Cloud Architect at Automative Tech
David Kim
8 min
Mobile app on a phone illustrating offline-first field and sync workflows
Mobile

Offline-First Sync Patterns for Mobile Apps

Conflict resolution, optimistic UI, and background sync strategies that keep field teams productive without a signal.

Priya Nair, Mobile Lead at Automative Tech
Priya Nair
8 min
Cryptocurrency security concept representing smart contract audit and hardening work
Blockchain

The Smart Contract Audit Checklist We Run Internally

Before any external audit, we run this internal pass — covering access control, economic exploits, and upgrade safety.

David Kim, Cloud Architect at Automative Tech
David Kim
12 min
Analytics charts representing feature-flag experimentation and controlled releases
Product

Feature Flags at Enterprise Scale Without Chaos

Governance, kill switches, and experiment hygiene so flags accelerate delivery instead of becoming permanent debt.

Marcus Chen, Head of Product at Automative Tech
Marcus Chen
7 min
Designer reviewing accessible interface layouts and inclusive UI patterns on a screen
Design

An Accessibility Checklist Engineers Will Actually Follow

Concrete WCAG checks wired into PRs — focus management, contrast, and live regions without turning design into bureaucracy.

Sofia Reyes, Design Engineer at Automative Tech
Sofia Reyes
6 min
Code and monitoring imagery representing production observability and alerting systems
Cloud

Observability That Pays for Itself

SLOs, tracing sampling, and alert design that reduce noise while cutting mean time to recovery on real incidents.

James Okonkwo, Platform Engineer at Automative Tech
James Okonkwo
9 min
AI model training concept with abstract neural imagery for fine-tuning workflows
AI & ML

Fine-Tuning vs. Prompting: A Decision Framework

When to stay with prompts, when to fine-tune, and when retrieval alone is enough — based on cost, latency, and data quality.

Aisha Okafor, AI Engineer at Automative Tech
Aisha Okafor
8 min
TypeScript code on a monitor representing monorepo tooling and shared package engineering
Engineering

TypeScript Monorepos That Stay Fast

Project references, incremental builds, and package boundaries that keep CI under ten minutes as the codebase grows.

Alex Thompson, Backend Engineer at Automative Tech
Alex Thompson
10 min
Creative workspace illustrating motion design and product UI craft
Design

Motion Design That Clarifies Product UI

How purposeful transitions communicate hierarchy and state — without slowing perceived performance on mobile networks.

Sofia Reyes, Design Engineer at Automative Tech
Sofia Reyes
6 min
Financial planning desk representing B2B SaaS packaging and pricing strategy
Product

Building B2B Pricing Pages That Convert

Packaging, tier psychology, and the engineering behind interactive calculators that sales teams actually trust.

Marcus Chen, Head of Product at Automative Tech
Marcus Chen
7 min
Global network cables illustrating edge computing and CDN infrastructure
Cloud

Edge Computing for Truly Global Apps

When to push logic to the edge, when to keep it in region, and the consistency trade-offs we document for every client.

James Okonkwo, Platform Engineer at Automative Tech
James Okonkwo
9 min
Android phone displaying a mobile app during performance and battery testing
Mobile

Flutter Performance Profiling in the Real World

Shader jank, rebuild storms, and the profiling workflow we use before every App Store submission.

Priya Nair, Mobile Lead at Automative Tech
Priya Nair
8 min

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